{"id":"W3094662288","doi":"10.1017/ice.2020.804","title":"Healthcare-Associated Infection Decisions of Antibiotic-Resistant Organisms: A Data Quality Review","year":2020,"lang":"en","type":"article","venue":"Infection Control and Hospital Epidemiology","topic":"Antimicrobial Resistance in Staphylococcus","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; Alberta Health Services","funders":"","keywords":"Infection control; Medicine; Methicillin-resistant Staphylococcus aureus; Health care; Acute care; Emergency medicine; Enterococcus; Antibiotics; Internal medicine; Staphylococcus aureus; Intensive care medicine; Microbiology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.002212082,0.0002241476,0.001519975,0.00006940589,0.0001259808,0.000006079113,0.0001087734,0.0002563869,0.00004356039],"category_scores_gemma":[0.03772352,0.0001889132,0.000173655,0.0003935626,0.0002651974,0.0001352735,0.0001193063,0.0003806775,0.00001971104],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007734896,"about_ca_system_score_gemma":0.0001724677,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003615737,"about_ca_topic_score_gemma":0.0005397285,"domain_scores_codex":[0.9967883,0.0008438793,0.001284851,0.0006039042,0.0001397703,0.0003392714],"domain_scores_gemma":[0.996057,0.001893945,0.0008070182,0.0005332102,0.0004065623,0.0003022845],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007428646,0.0004293179,0.9499008,0.00193479,0.0004379354,0.00001475666,0.00007923849,0.000007282738,0.007595863,0.002962015,0.01549572,0.02039939],"study_design_scores_gemma":[0.002293802,0.001820514,0.9831532,0.001366253,0.0003765376,0.00001255299,0.00001087259,0.0004074546,0.00007317927,0.0004878569,0.009772851,0.0002249641],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7815747,0.02810659,0.03355994,0.1520433,0.0007298618,0.002519611,0.0007215238,0.0003109497,0.0004335006],"genre_scores_gemma":[0.9568974,0.02774745,0.0004104857,0.01462197,0.0001310935,0.000007570868,0.0001516193,0.00002059175,0.00001180349],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1753227,"threshold_uncertainty_score":0.9703822,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.102659352746176,"score_gpt":0.3935318254001736,"score_spread":0.2908724726539975,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}